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Physical Sciences and Mathematics Commons

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Statistics and Probability

Selected Works

Laura B. Balzer

Selected Works

Adaptive designs; causal inference; efficiency

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Full-Text Articles in Physical Sciences and Mathematics

2015_Balzer_Adaptive.Pdf, Laura Balzer Dec 2014

2015_Balzer_Adaptive.Pdf, Laura Balzer

Laura B. Balzer

In randomized trials, pair-matching is an intuitive design strategy to protect study validity and to potentially
increase study power. In a common design, candidate units are identified, and their baseline characteristics used
to create the best n/2 matched pairs.Within the resulting pairs, the intervention is randomized, and the outcomes
measured at the end of follow-up.We consider this design to be adaptive, because the construction of thematched
pairs depends on the baseline covariates of all candidate units. As a consequence, the observed data cannot be
considered as n/2 independent, identically distributed pairs of units, as common practice assumes. Instead, the
observed …